DPχ: A Charge-Based Machine-Learning Potential Validated on the Pt(111)-Water Electrochemical Interface.
Electrocatalytic machine-learning potentials must simultaneously describe long-range electrostatics, nonlocal charge redistribution, and electrode-potential-dependent interfacial response, which makes their physical construction and validation particularly demanding. Here, we introduce DPχ, a charge-based machine-learn...